Sub-stage PCA modeling and on-line monitoring with moving windows for batch processes

Xiao Ping Guo*, Ning Yun Lu, Fu Rong Gao, Fu Li Wang

*Corresponding author for this work

Research output: Contribution to journalJournal Articlepeer-review

Abstract

For batch processes with difficulties in collecting sufficient data in limited time, a batch monitoring method is proposed. The proposed method uses a single normal batch reference data and moving windows to divide sub-stage and builds an initial PCA monitoring model. The on-line monitoring method and method updating the model are proposed. The application to an injection molding process shows the effectiveness and feasibility of the proposed method for batch industry.

Original languageEnglish
Pages (from-to)1034-1037
Number of pages4
JournalKongzhi yu Juece/Control and Decision
Volume20
Issue number9
Publication statusPublished - Sept 2005

Keywords

  • Batch process monitoring
  • Injection molding process
  • Multi-stage modeling
  • Principal component analysis

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